Provision record
Google · Google AI Principles · View original document ↗

Employ rigorous testing to mitigate harmful outcomes

Medium confidence Common · 211 of 343 platforms

Key Facts · in the document’s own words

What does Google commit to employing to mitigate unintended or harmful outcomes in its AI systems?
“Employing rigorous design, testing, monitoring, and safeguards to mitigate unintended or harmful outcomes and avoid unfair bias.”
Version CA-V-007124, captured Sept. 24, 2026 · live source ↗
Our reading, not the document’s words
Google commits to employing rigorous design, testing, monitoring, and safeguards to mitigate unintended or harmful outcomes in its AI systems.
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This analysis describes what Google's agreement states, permits, or reserves. It does not constitute a legal determination about enforceability. Regulatory applicability and practical outcomes may vary by jurisdiction, enforcement context, and individual circumstances. Read our methodology

ConductAtlas Analysis

Why it matters (compliance & governance perspective)

Generated by a model from the captured document; not read by a person

This commitment establishes that Google holds itself to an active, multi-stage standard for reducing harmful AI outcomes rather than simply reacting after the fact.

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Interpretive note: The excerpt uses participial phrasing ('Employing') rather than a direct binding obligation. The clause also addresses avoiding unfair bias, which is an independent proposition recorded in omitted_material and addressed as the primary claim in id 17579.

Consumer impact (what this means for users)

Generated by a model from the captured document; not read by a person

Google represents that its AI systems are subject to ongoing rigorous processes specifically aimed at mitigating unintended or harmful outcomes.

How other platforms handle this

Credit Karma

Our Chatbots may generate outputs that are inaccurate or inappropriate for your situation, so you should not rely solely on their answers. You should always verify the accuracy of such information

StockX

StockX may use fraud protection measures, including algorithms and automated systems, to monitor for fraud. Such measures may result in cancellation of orders or listings or account suspension.

Mistral AI

Such tools are used to support, and not replace, human review where required by law.

See all platforms with this clause type →
▸ View Original Clause Language DOCUMENT RECORD
"
Employing rigorous design, testing, monitoring, and safeguards to mitigate unintended or harmful outcomes and avoid unfair bias.

Excerpt from Google's AI Principles

Provision details

Document information
Document
Google AI Principles
Entity
Google
Tracking information
First captured by ConductAtlas
March 6, 2026
Text quoted from version
CA-V-007124, captured Sept. 24, 2026
Record ID
CA-P-017577
Document ID
CA-D-000016
Evidence Provenance
Source URL
Wayback Machine
Archived bytes SHA-256 (version CA-V-007124)
c0ed141fc60e3302641cc7ae0c0817bd57ec3ff556afe703a7cea42ab24d771e
Analysis generated
April 27, 2026 09:45 UTC
Methodology
Evidence
✓ Excerpt found in version CA-V-007124, captured Sept. 24, 2026 (checked Oct. 5, 2026)
Citation Record
Entity: Google
Document: Google AI Principles
Record ID: CA-P-017577
Version: CA-V-007124
Captured: 2026-09-24 00:11:22 UTC
SHA-256: c0ed141fc60e3302…
URL: https://conductatlas.com/platform/google/google-ai-principles/provision/CA-P-017577/employ-rigorous-testing-to-mitigate-harmful-outcomes/
Accessed: Oct. 24, 2026
Permanent archival reference. Stable identifier suitable for legal filings, compliance documentation, and research citation.
Classification
Categories

Other risks in this policy

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Frequently Asked Questions

What does Google's Employ rigorous testing to mitigate harmful outcomes clause do?

This commitment establishes that Google holds itself to an active, multi-stage standard for reducing harmful AI outcomes rather than simply reacting after the fact.

How does this clause affect you?

Google represents that its AI systems are subject to ongoing rigorous processes specifically aimed at mitigating unintended or harmful outcomes.

How many platforms have this type of clause?

ConductAtlas has identified this type of provision across 211 platforms. See the full comparison.

Is ConductAtlas affiliated with Google?

No. ConductAtlas is an independent monitoring service. We are not affiliated with, endorsed by, or sponsored by Google.